The design and analysis of spatial data structures
The design and analysis of spatial data structures
Towards an analysis of range query performance in spatial data structures
PODS '93 Proceedings of the twelfth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Beyond uniformity and independence: analysis of R-trees using the concept of fractal dimension
PODS '94 Proceedings of the thirteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
ACM Computing Surveys (CSUR)
Growing artificial societies: social science from the bottom up
Growing artificial societies: social science from the bottom up
A Survey of Recoverable Distributed Shared Virtual Memory Systems
IEEE Transactions on Parallel and Distributed Systems
Applications of intelligent agents
Agent technology
Performance prediction of a parallel simulator
PADS '99 Proceedings of the thirteenth workshop on Parallel and distributed simulation
A scalable content-addressable network
Proceedings of the 2001 conference on Applications, technologies, architectures, and protocols for computer communications
Data Management in Location-Dependent Information Services
IEEE Pervasive Computing
Toward an Accurate Analysis of Range Queries on Spatial Data
IEEE Transactions on Knowledge and Data Engineering
Dynamic Grid-Based Multicast Group Assignment in Data Distribution Management
DS-RT '00 Proceedings of the Fourth IEEE International Workshop on Distributed Simulation and Real-Time Applications
Mercury: supporting scalable multi-attribute range queries
Proceedings of the 2004 conference on Applications, technologies, architectures, and protocols for computer communications
One torus to rule them all: multi-dimensional queries in P2P systems
Proceedings of the 7th International Workshop on the Web and Databases: colocated with ACM SIGMOD/PODS 2004
Proceedings of the 35th conference on Winter simulation: driving innovation
Parallel Simulation of Large-Scale Parallel Applications
International Journal of High Performance Computing Applications
Decision-Theoretic Throttling for Optimistic Simulations of Multi-Agent Systems
DS-RT '05 Proceedings of the 9th IEEE International Symposium on Distributed Simulation and Real-Time Applications
An Adaptive Load Management Mechanism for Distributed Simulation of Multi-agent Systems
DS-RT '05 Proceedings of the 9th IEEE International Symposium on Distributed Simulation and Real-Time Applications
Proceedings of the 20th Workshop on Principles of Advanced and Distributed Simulation
Performance prediction of large-scale parallel discrete event models of physical systems
WSC '05 Proceedings of the 37th conference on Winter simulation
Distributed simulation of agent-based systems with HLA
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Parallel and distributed simulation of parallel DEVS models
SpringSim '07 Proceedings of the 2007 spring simulation multiconference - Volume 2
Locating objects in wide-area systems
IEEE Communications Magazine
Medieval military logistics: a case for distributed agent-based simulation
Proceedings of the 3rd International ICST Conference on Simulation Tools and Techniques
Performance of a multi-agent system over a multi-core cluster managed by Terracotta
Proceedings of the 2011 Symposium on Theory of Modeling & Simulation: DEVS Integrative M&S Symposium
MWGrid: A System for Distributed Agent-Based Simulation in the Digital Humanities
DS-RT '12 Proceedings of the 2012 IEEE/ACM 16th International Symposium on Distributed Simulation and Real Time Applications
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Distributed simulation has emerged as an important instrument for studying large-scale complex systems. Such systems inherently consist of a large number of components, which operate in a large shared state space interacting with it in highly dynamic and unpredictable ways. Optimising access to the shared state space is crucial for achieving efficient simulation executions. Data accesses may take two forms: locating data according to a set of attribute value ranges (range query) or locating a particular state variable from the given identifier (ID query and update). This paper proposes two alternative routing approaches, namely the address-based approach, which locates data according to their address information, and the range-based approach, whose operation is based on looking up attribute value range information along the paths to the destinations. The two algorithms are discussed and analysed in the context of PDES-MAS, a framework for the distributed simulation of multi-agent systems, which uses a hierarchical infrastructure to manage the shared state space. The paper introduces a generic meta-simulation framework which is used to perform a quantitative comparative analysis of the proposed algorithms under various circumstances.